Out-of-Distribution Detection on MSMARCO (clean)
94.5AccuracyODIN
Evaluation Results
| Method | Links | |
|---|---|---|
| ODINm=7682025.08 | 94.5 | |
| SVMFeature-selection criterion=p-values, m=1362025.08 | 93.5 | |
| kNNm=7682025.08 | 93.5 | |
| LogRegFeature-selection criterion=p-values, m=1252025.08 | 93.3 | |
| SVMFeature-selection criterion=EVR, m=1432025.08 | 93 | |
| LogRegFeature-selection criterion=EVR, m=1402025.08 | 92.5 | |
| Mahalanobism=7682025.08 | 92.1 | |
| GMMFeature-selection criterion=p-values, m=652025.08 | 91.7 | |
| ϵ-ballFeature-selection criterion=EVR, m=72025.08 | 89.6 | |
| GMMFeature-selection criterion=EVR, m=402025.08 | 89.1 | |
| ϵ-cubeFeature-selection criterion=EVR, m=62025.08 | 89 | |
| ϵ-ballFeature-selection criterion=p-values, m=132025.08 | 87.6 | |
| ϵ-rectFeature-selection criterion=EVR, m=42025.08 | 86.9 | |
| ϵ-cubeFeature-selection criterion=p-values, m=152025.08 | 86.9 | |
| ViMm=7682025.08 | 81.3 | |
| ϵ-rectFeature-selection criterion=p-values, m=52025.08 | 80.9 |